WooCommerce validate billing_address_1 checkout field

I am trying to validate one of our WooCommerce checkout fields, namely billing_address_1.

Right now, the field will accept any address but it should check to see if the address field contains a number before processing. Not sure how this should be done in WooCommerce. I will also accept any other solution which are non WooCommerce.